{"id":"W1524020242","doi":"","title":"Adaptación de un sistema de tratamiento de aguas residuales en la comunidad urbana de Lacabamba, región Ancash - Perú,, usando tecnologías de humedales artificiales","year":2006,"lang":"es","type":"article","venue":"Revista del Instituto de Investigación de la Facultad de Ingeniería Geológica, Minera, Metalurgica y Geográfica","topic":"Water Resource Management and Quality","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Geography; Political science; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow","sts"],"category_scores_codex":[0.01187774,0.001850758,0.001934837,0.0007439468,0.001825538,0.002599305,0.002968752,0.001642426,0.0004654846],"category_scores_gemma":[0.002454526,0.001860619,0.001128156,0.001914013,0.005126006,0.0009219861,0.001168778,0.002049749,0.0002565205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003254305,"about_ca_system_score_gemma":0.001257041,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01699758,"about_ca_topic_score_gemma":0.001608407,"domain_scores_codex":[0.9823078,0.0070722,0.002463478,0.002250289,0.001482669,0.004423583],"domain_scores_gemma":[0.9933483,0.0013938,0.001119781,0.001933789,0.0001406215,0.00206373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007843589,0.002416377,0.6842762,0.001609753,0.001154886,0.005840124,0.00960547,0.05176628,0.1315612,0.0912905,0.009609831,0.01008508],"study_design_scores_gemma":[0.002902922,0.0003336021,0.326451,0.001013656,0.001967848,0.002116215,0.001888896,0.02310543,0.01454684,0.005467865,0.6174343,0.002771471],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644145,0.01036241,0.008931597,0.003100401,0.00007601854,0.001403226,0.0003221902,0.000672547,0.01071706],"genre_scores_gemma":[0.9506562,0.00140002,0.04053984,0.001521858,0.0005926863,0.0003826263,0.0001895536,0.0001995187,0.004517709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6078244,"threshold_uncertainty_score":0.9996536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01282350939328369,"score_gpt":0.2580593813262876,"score_spread":0.2452358719330039,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}